Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	32833
Missing cells	5673
Missing cells (%)	0.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.4 MiB
Average record size in memory	714.7 B

Variable types

Text	7
Numeric	14
DateTime	1
Categorical	3

Alerts

`energy` is highly overall correlated with `loudness`	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`playlist_genre` is highly overall correlated with `playlist_subgenre`	High correlation
`playlist_subgenre` is highly overall correlated with `playlist_genre`	High correlation
`track_album_release_date` has 1886 (5.7%) missing values	Missing
`release_year` has 1886 (5.7%) missing values	Missing
`release_month` has 1886 (5.7%) missing values	Missing
`track_popularity` has 2703 (8.2%) zeros	Zeros
`key` has 3454 (10.5%) zeros	Zeros
`instrumentalness` has 12089 (36.8%) zeros	Zeros

Reproduction

Analysis started	2025-11-08 09:11:31.992056
Analysis finished	2025-11-08 09:12:07.380550
Duration	35.39 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

track_id
Text

Distinct	28356
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	722326
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25190 ?
Unique (%)	76.7%

Sample

1st row	6f807x0ima9a1j3VPbc7VN
2nd row	0r7CVbZTWZgbTCYdfa2P31
3rd row	1z1Hg7Vb0AhHDiEmnDE79l
4th row	75FpbthrwQmzHlBJLuGdC7
5th row	1e8PAfcKUYoKkxPhrHqw4x

Value	Count	Frequency (%)
7bklcz1jbubvqri2fvltvw	10	< 0.1%
14sos5l36385fj3ol8hew4	9	< 0.1%
3eekarcy7kvn4yt5zfzltw	9	< 0.1%
7h0d2h0fumzbs7zefigjpn	8	< 0.1%
6gg1gjgki2ak4e0qzsr7sd	8	< 0.1%
6oj6le65b3seqpwmrnxwjy	8	< 0.1%
2tnvg71enuj33ic2nfn6kz	8	< 0.1%
0qawevpkts34wf68r8dzx9	8	< 0.1%
7lzouawgfcy4tkxdooneym	8	< 0.1%
2fxmhks0bxgsbdj92vm42m	8	< 0.1%
Other values (28346)	32749	99.7%

Most occurring characters

Value	Count	Frequency (%)
0	15445	2.1%
6	15375	2.1%
3	15304	2.1%
4	15295	2.1%
2	15212	2.1%
1	15190	2.1%
5	15170	2.1%
7	14649	2.0%
C	11345	1.6%
R	11338	1.6%
Other values (52)	578003	80.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	15445	2.1%
6	15375	2.1%
3	15304	2.1%
4	15295	2.1%
2	15212	2.1%
1	15190	2.1%
5	15170	2.1%
7	14649	2.0%
C	11345	1.6%
R	11338	1.6%
Other values (52)	578003	80.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	15445	2.1%
6	15375	2.1%
3	15304	2.1%
4	15295	2.1%
2	15212	2.1%
1	15190	2.1%
5	15170	2.1%
7	14649	2.0%
C	11345	1.6%
R	11338	1.6%
Other values (52)	578003	80.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	15445	2.1%
6	15375	2.1%
3	15304	2.1%
4	15295	2.1%
2	15212	2.1%
1	15190	2.1%
5	15170	2.1%
7	14649	2.0%
C	11345	1.6%
R	11338	1.6%
Other values (52)	578003	80.0%

track_name
Text

Distinct	22801
Distinct (%)	69.5%
Missing	5
Missing (%)	< 0.1%
Memory size	2.0 MiB

Length

Max length	133
Median length	86
Mean length	16.253412
Min length	0

Characters and Unicode

Total characters	533567
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	17686 ?
Unique (%)	53.9%

Sample

1st row	i dont care with justin bieber loud luxury remix
2nd row	memories dillon francis remix
3rd row	all the time don diablo remix
4th row	call you mine keanu silva remix
5th row	someone you loved future humans remix

Value	Count	Frequency (%)
feat	2804	2.7%
the	2681	2.6%
remix	2110	2.1%
you	1881	1.8%
me	1631	1.6%
i	1163	1.1%
love	1136	1.1%
a	852	0.8%
to	845	0.8%
my	837	0.8%
Other values (14986)	86908	84.5%

Most occurring characters

Value	Count	Frequency (%)
	70188	13.2%
e	54999	10.3%
a	40445	7.6%
o	37220	7.0%
i	35101	6.6%
t	33249	6.2%
r	29609	5.5%
n	28561	5.4%
s	24225	4.5%
l	23295	4.4%
Other values (27)	156675	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	533567	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	70188	13.2%
e	54999	10.3%
a	40445	7.6%
o	37220	7.0%
i	35101	6.6%
t	33249	6.2%
r	29609	5.5%
n	28561	5.4%
s	24225	4.5%
l	23295	4.4%
Other values (27)	156675	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	533567	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	70188	13.2%
e	54999	10.3%
a	40445	7.6%
o	37220	7.0%
i	35101	6.6%
t	33249	6.2%
r	29609	5.5%
n	28561	5.4%
s	24225	4.5%
l	23295	4.4%
Other values (27)	156675	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	533567	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	70188	13.2%
e	54999	10.3%
a	40445	7.6%
o	37220	7.0%
i	35101	6.6%
t	33249	6.2%
r	29609	5.5%
n	28561	5.4%
s	24225	4.5%
l	23295	4.4%
Other values (27)	156675	29.4%

track_artist
Text

Distinct	4551
Distinct (%)	13.9%
Missing	5
Missing (%)	< 0.1%
Memory size	1.8 MiB

Length

Max length	37
Median length	31
Mean length	8.9137931
Min length	0

Characters and Unicode

Total characters	292622
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ed sheeran
2nd row	maroon 5
3rd row	zara larsson
4th row	the chainsmokers
5th row	lewis capaldi

Value	Count	Frequency (%)
other	6101	11.6%
the	1488	2.8%
martin	220	0.4%
mike	208	0.4%
dj	197	0.4%
lil	195	0.4%
j	174	0.3%
david	166	0.3%
garrix	161	0.3%
john	147	0.3%
Other values (5577)	43741	82.8%

Most occurring characters

Value	Count	Frequency (%)
e	31310	10.7%
a	24697	8.4%
o	22621	7.7%
r	22374	7.6%
	20049	6.9%
t	19017	6.5%
n	17118	5.8%
i	16806	5.7%
h	14260	4.9%
l	14077	4.8%
Other values (27)	90293	30.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	292622	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	31310	10.7%
a	24697	8.4%
o	22621	7.7%
r	22374	7.6%
	20049	6.9%
t	19017	6.5%
n	17118	5.8%
i	16806	5.7%
h	14260	4.9%
l	14077	4.8%
Other values (27)	90293	30.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	292622	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	31310	10.7%
a	24697	8.4%
o	22621	7.7%
r	22374	7.6%
	20049	6.9%
t	19017	6.5%
n	17118	5.8%
i	16806	5.7%
h	14260	4.9%
l	14077	4.8%
Other values (27)	90293	30.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	292622	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	31310	10.7%
a	24697	8.4%
o	22621	7.7%
r	22374	7.6%
	20049	6.9%
t	19017	6.5%
n	17118	5.8%
i	16806	5.7%
h	14260	4.9%
l	14077	4.8%
Other values (27)	90293	30.9%

track_popularity
Real number (ℝ)

Zeros

Distinct	101
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.477081

Minimum	0
Maximum	100
Zeros	2703
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24
median	45
Q3	62
95-th percentile	79
Maximum	100
Range	100
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	24.984074
Coefficient of variation (CV)	0.58817776
Kurtosis	-0.93277039
Mean	42.477081
Median Absolute Deviation (MAD)	18
Skewness	-0.23332007
Sum	1394650
Variance	624.20398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2703	8.2%
1	575	1.8%
57	541	1.6%
51	514	1.6%
60	514	1.6%
54	514	1.6%
52	506	1.5%
45	505	1.5%
58	503	1.5%
50	498	1.5%
Other values (91)	25460	77.5%

Value	Count	Frequency (%)
0	2703	8.2%
1	575	1.8%
2	387	1.2%
3	321	1.0%
4	240	0.7%
5	240	0.7%
6	192	0.6%
7	189	0.6%
8	201	0.6%
9	195	0.6%

Value	Count	Frequency (%)
100	2	< 0.1%
99	4	< 0.1%
98	36	0.1%
97	22	0.1%
96	7	< 0.1%
95	15	< 0.1%
94	37	0.1%
93	44	0.1%
92	27	0.1%
91	58	0.2%

track_album_id
Text

Distinct	22545
Distinct (%)	68.7%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	722326
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	17545 ?
Unique (%)	53.4%

Sample

1st row	2oCs0DGTsRO98Gh5ZSl2Cx
2nd row	63rPSO264uRjW1X5E6cWv6
3rd row	1HoSmj2eLcsrR0vE9gThr4
4th row	1nqYsOef1yKKuGOVchbsk6
5th row	7m7vv9wlQ4i0LFuJiE2zsQ

Value	Count	Frequency (%)
5l1xcowsxwzfusjzvymp48	42	0.1%
5fstcqs5npilf42vhpnv23	29	0.1%
7cjjb2mikwawa1v6kewfbf	28	0.1%
4vfg1doutedmbjblzt7hck	26	0.1%
2htbq0rhwukkvxaltmczp2	21	0.1%
4czt5uefbrpbilw34hqyxi	21	0.1%
5xcotqg63v60ns82pmqmbe	20	0.1%
6ylffzx32icw4l1a7ywnln	20	0.1%
246e5ovv4qxhprgosj7vdb	20	0.1%
0s0kgznfbgsissff54wsjh	18	0.1%
Other values (22535)	32588	99.3%

Most occurring characters

Value	Count	Frequency (%)
1	15957	2.2%
2	15554	2.2%
0	15513	2.1%
5	15509	2.1%
3	15467	2.1%
6	15368	2.1%
4	15075	2.1%
7	14325	2.0%
w	11443	1.6%
e	11355	1.6%
Other values (52)	576760	79.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	15957	2.2%
2	15554	2.2%
0	15513	2.1%
5	15509	2.1%
3	15467	2.1%
6	15368	2.1%
4	15075	2.1%
7	14325	2.0%
w	11443	1.6%
e	11355	1.6%
Other values (52)	576760	79.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	15957	2.2%
2	15554	2.2%
0	15513	2.1%
5	15509	2.1%
3	15467	2.1%
6	15368	2.1%
4	15075	2.1%
7	14325	2.0%
w	11443	1.6%
e	11355	1.6%
Other values (52)	576760	79.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	15957	2.2%
2	15554	2.2%
0	15513	2.1%
5	15509	2.1%
3	15467	2.1%
6	15368	2.1%
4	15075	2.1%
7	14325	2.0%
w	11443	1.6%
e	11355	1.6%
Other values (52)	576760	79.8%

track_album_name
Text

Distinct	19331
Distinct (%)	58.9%
Missing	5
Missing (%)	< 0.1%
Memory size	2.1 MiB

Length

Max length	144
Median length	92
Mean length	16.608018
Min length	0

Characters and Unicode

Total characters	545208
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13749 ?
Unique (%)	41.9%

Sample

1st row	i dont care with justin bieber loud luxury remix
2nd row	memories dillon francis remix
3rd row	all the time don diablo remix
4th row	call you mine the remixes
5th row	someone you loved future humans remix

Value	Count	Frequency (%)
the	4567	4.6%
of	1577	1.6%
feat	1398	1.4%
remix	1119	1.1%
you	1064	1.1%
me	931	0.9%
deluxe	914	0.9%
a	839	0.8%
love	796	0.8%
to	787	0.8%
Other values (13986)	86029	86.0%

Most occurring characters

Value	Count	Frequency (%)
	67315	12.3%
e	59701	11.0%
a	38091	7.0%
o	36802	6.8%
t	36114	6.6%
i	35286	6.5%
r	30490	5.6%
n	29069	5.3%
s	28758	5.3%
l	24585	4.5%
Other values (27)	158997	29.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	545208	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	67315	12.3%
e	59701	11.0%
a	38091	7.0%
o	36802	6.8%
t	36114	6.6%
i	35286	6.5%
r	30490	5.6%
n	29069	5.3%
s	28758	5.3%
l	24585	4.5%
Other values (27)	158997	29.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	545208	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	67315	12.3%
e	59701	11.0%
a	38091	7.0%
o	36802	6.8%
t	36114	6.6%
i	35286	6.5%
r	30490	5.6%
n	29069	5.3%
s	28758	5.3%
l	24585	4.5%
Other values (27)	158997	29.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	545208	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	67315	12.3%
e	59701	11.0%
a	38091	7.0%
o	36802	6.8%
t	36114	6.6%
i	35286	6.5%
r	30490	5.6%
n	29069	5.3%
s	28758	5.3%
l	24585	4.5%
Other values (27)	158997	29.2%

track_album_release_date
Date

Missing

Distinct	4453
Distinct (%)	14.4%
Missing	1886
Missing (%)	5.7%
Memory size	256.6 KiB

Minimum	1957-01-01 00:00:00
Maximum	2020-01-29 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

playlist_name
Text

Distinct	312
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Length

Max length	105
Median length	64
Mean length	21.141321
Min length	5

Characters and Unicode

Total characters	694133
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	pop remix
2nd row	pop remix
3rd row	pop remix
4th row	pop remix
5th row	pop remix

Value	Count	Frequency (%)
pop	4490	3.9%
rock	4267	3.7%
other	3606	3.1%
house	3202	2.8%
2020	2359	2.0%
hip	2255	2.0%
hits	2173	1.9%
hop	2063	1.8%
rap	2003	1.7%
edm	1904	1.7%
Other values (449)	87025	75.4%

Most occurring characters

Value	Count	Frequency (%)
	82514	11.9%
o	57393	8.3%
e	57038	8.2%
s	43514	6.3%
r	41953	6.0%
a	40752	5.9%
t	39888	5.7%
p	37875	5.5%
i	37739	5.4%
n	31418	4.5%
Other values (27)	224049	32.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	694133	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	82514	11.9%
o	57393	8.3%
e	57038	8.2%
s	43514	6.3%
r	41953	6.0%
a	40752	5.9%
t	39888	5.7%
p	37875	5.5%
i	37739	5.4%
n	31418	4.5%
Other values (27)	224049	32.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	694133	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	82514	11.9%
o	57393	8.3%
e	57038	8.2%
s	43514	6.3%
r	41953	6.0%
a	40752	5.9%
t	39888	5.7%
p	37875	5.5%
i	37739	5.4%
n	31418	4.5%
Other values (27)	224049	32.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	694133	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	82514	11.9%
o	57393	8.3%
e	57038	8.2%
s	43514	6.3%
r	41953	6.0%
a	40752	5.9%
t	39888	5.7%
p	37875	5.5%
i	37739	5.4%
n	31418	4.5%
Other values (27)	224049	32.3%

playlist_id
Text

Distinct	471
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	722326
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	37i9dQZF1DXcZDD7cfEKhW
2nd row	37i9dQZF1DXcZDD7cfEKhW
3rd row	37i9dQZF1DXcZDD7cfEKhW
4th row	37i9dQZF1DXcZDD7cfEKhW
5th row	37i9dQZF1DXcZDD7cfEKhW

Value	Count	Frequency (%)
4jkkvmpvl4lsioqqjeal0q	247	0.8%
37i9dqzf1dwthm4kx49uks	198	0.6%
6knqdwp0syvhfhor4lwp7x	195	0.6%
3xmqtdloigvj3lwh5e5x6f	189	0.6%
3ho3io0ijykgeqnbjb2sic	182	0.6%
25butzrvb1zj1mjioms09d	109	0.3%
37i9dqzf1dx3fxjqxgjuep	100	0.3%
37i9dqzf1dx0amssoukcz7	100	0.3%
0ncspsyf0os4bspgghkqxm	100	0.3%
28ke4pxwqf2a5b2gfq1pqt	100	0.3%
Other values (461)	31313	95.4%

Most occurring characters

Value	Count	Frequency (%)
3	19178	2.7%
1	18762	2.6%
7	18699	2.6%
Q	18247	2.5%
D	17097	2.4%
i	17039	2.4%
d	16004	2.2%
9	15566	2.2%
Z	15453	2.1%
F	15033	2.1%
Other values (52)	551248	76.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	19178	2.7%
1	18762	2.6%
7	18699	2.6%
Q	18247	2.5%
D	17097	2.4%
i	17039	2.4%
d	16004	2.2%
9	15566	2.2%
Z	15453	2.1%
F	15033	2.1%
Other values (52)	551248	76.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	19178	2.7%
1	18762	2.6%
7	18699	2.6%
Q	18247	2.5%
D	17097	2.4%
i	17039	2.4%
d	16004	2.2%
9	15566	2.2%
Z	15453	2.1%
F	15033	2.1%
Other values (52)	551248	76.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	722326	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	19178	2.7%
1	18762	2.6%
7	18699	2.6%
Q	18247	2.5%
D	17097	2.4%
i	17039	2.4%
d	16004	2.2%
9	15566	2.2%
Z	15453	2.1%
F	15033	2.1%
Other values (52)	551248	76.3%

playlist_genre
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

edm	6043
rap	5746
pop	5507
rb	5431
latin	5155

Length

Max length	5
Median length	3
Mean length	3.2993939
Min length	2

Characters and Unicode

Total characters	108329
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	pop
2nd row	pop
3rd row	pop
4th row	pop
5th row	pop

Common Values

Value	Count	Frequency (%)
edm	6043	18.4%
rap	5746	17.5%
pop	5507	16.8%
rb	5431	16.5%
latin	5155	15.7%
rock	4951	15.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
edm	6043	18.4%
rap	5746	17.5%
pop	5507	16.8%
rb	5431	16.5%
latin	5155	15.7%
rock	4951	15.1%

Most occurring characters

Value	Count	Frequency (%)
p	16760	15.5%
r	16128	14.9%
a	10901	10.1%
o	10458	9.7%
d	6043	5.6%
e	6043	5.6%
m	6043	5.6%
b	5431	5.0%
l	5155	4.8%
t	5155	4.8%
Other values (4)	20212	18.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	108329	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	16760	15.5%
r	16128	14.9%
a	10901	10.1%
o	10458	9.7%
d	6043	5.6%
e	6043	5.6%
m	6043	5.6%
b	5431	5.0%
l	5155	4.8%
t	5155	4.8%
Other values (4)	20212	18.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	108329	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	16760	15.5%
r	16128	14.9%
a	10901	10.1%
o	10458	9.7%
d	6043	5.6%
e	6043	5.6%
m	6043	5.6%
b	5431	5.0%
l	5155	4.8%
t	5155	4.8%
Other values (4)	20212	18.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	108329	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	16760	15.5%
r	16128	14.9%
a	10901	10.1%
o	10458	9.7%
d	6043	5.6%
e	6043	5.6%
m	6043	5.6%
b	5431	5.0%
l	5155	4.8%
t	5155	4.8%
Other values (4)	20212	18.7%

playlist_subgenre
Categorical

High correlation

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

progressive electro house	1809
southern hip hop	1675
indie poptimism	1672
latin hip hop	1656
neo soul	1637
Other values (19)	24384

Length

Max length	25
Median length	15
Mean length	11.514239
Min length	4

Characters and Unicode

Total characters	378047
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	dance pop
2nd row	dance pop
3rd row	dance pop
4th row	dance pop
5th row	dance pop

Common Values

Value	Count	Frequency (%)
progressive electro house	1809	5.5%
southern hip hop	1675	5.1%
indie poptimism	1672	5.1%
latin hip hop	1656	5.0%
neo soul	1637	5.0%
pop edm	1517	4.6%
electro house	1511	4.6%
hard rock	1485	4.5%
gangster rap	1458	4.4%
electropop	1408	4.3%
Other values (14)	17005	51.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pop	6462	9.6%
hip	5909	8.8%
hop	4653	6.9%
rock	3846	5.7%
house	3320	5.0%
electro	3320	5.0%
latin	2918	4.4%
progressive	1809	2.7%
southern	1675	2.5%
indie	1672	2.5%
Other values (24)	31419	46.9%

Most occurring characters

Value	Count	Frequency (%)
o	41435	11.0%
p	39131	10.4%
e	35660	9.4%
	34170	9.0%
r	28322	7.5%
i	22247	5.9%
t	20747	5.5%
a	20659	5.5%
n	20022	5.3%
s	18234	4.8%
Other values (13)	97420	25.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	378047	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	41435	11.0%
p	39131	10.4%
e	35660	9.4%
	34170	9.0%
r	28322	7.5%
i	22247	5.9%
t	20747	5.5%
a	20659	5.5%
n	20022	5.3%
s	18234	4.8%
Other values (13)	97420	25.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	378047	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	41435	11.0%
p	39131	10.4%
e	35660	9.4%
	34170	9.0%
r	28322	7.5%
i	22247	5.9%
t	20747	5.5%
a	20659	5.5%
n	20022	5.3%
s	18234	4.8%
Other values (13)	97420	25.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	378047	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	41435	11.0%
p	39131	10.4%
e	35660	9.4%
	34170	9.0%
r	28322	7.5%
i	22247	5.9%
t	20747	5.5%
a	20659	5.5%
n	20022	5.3%
s	18234	4.8%
Other values (13)	97420	25.8%

danceability
Real number (ℝ)

Distinct	822
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65484952

Minimum	0
Maximum	0.983
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.392
Q1	0.563
median	0.672
Q3	0.761
95-th percentile	0.868
Maximum	0.983
Range	0.983
Interquartile range (IQR)	0.198

Descriptive statistics

Standard deviation	0.14508532
Coefficient of variation (CV)	0.22155521
Kurtosis	0.010202119
Mean	0.65484952
Median Absolute Deviation (MAD)	0.098
Skewness	-0.50448844
Sum	21500.674
Variance	0.02104975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.733	118	0.4%
0.708	115	0.4%
0.704	112	0.3%
0.694	112	0.3%
0.784	111	0.3%
0.701	111	0.3%
0.69	111	0.3%
0.655	110	0.3%
0.676	110	0.3%
0.689	109	0.3%
Other values (812)	31714	96.6%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0771	1	< 0.1%
0.0787	1	< 0.1%
0.0985	1	< 0.1%
0.116	1	< 0.1%
0.118	1	< 0.1%
0.13	1	< 0.1%
0.135	2	< 0.1%
0.14	2	< 0.1%
0.141	1	< 0.1%

Value	Count	Frequency (%)
0.983	1	< 0.1%
0.981	1	< 0.1%
0.979	2	< 0.1%
0.978	1	< 0.1%
0.977	1	< 0.1%
0.975	2	< 0.1%
0.974	5	< 0.1%
0.973	4	< 0.1%
0.972	2	< 0.1%
0.971	2	< 0.1%

energy
Real number (ℝ)

High correlation

Distinct	952
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69861927

Minimum	0.000175
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0.000175
5-th percentile	0.366
Q1	0.581
median	0.721
Q3	0.84
95-th percentile	0.949
Maximum	1
Range	0.999825
Interquartile range (IQR)	0.259

Descriptive statistics

Standard deviation	0.18091003
Coefficient of variation (CV)	0.25895368
Kurtosis	0.000528152
Mean	0.69861927
Median Absolute Deviation (MAD)	0.128
Skewness	-0.63632984
Sum	22937.767
Variance	0.03272844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.787	100	0.3%
0.828	99	0.3%
0.833	98	0.3%
0.726	91	0.3%
0.795	91	0.3%
0.711	91	0.3%
0.869	89	0.3%
0.758	89	0.3%
0.76	88	0.3%
0.887	87	0.3%
Other values (942)	31910	97.2%

Value	Count	Frequency (%)
0.000175	1	< 0.1%
0.00814	1	< 0.1%
0.0118	1	< 0.1%
0.0161	1	< 0.1%
0.0167	1	< 0.1%
0.0286	1	< 0.1%
0.0297	1	< 0.1%
0.0323	1	< 0.1%
0.036	1	< 0.1%
0.0375	1	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.999	7	< 0.1%
0.998	5	< 0.1%
0.997	6	< 0.1%
0.996	10	< 0.1%
0.995	13	< 0.1%
0.994	11	< 0.1%
0.993	30	0.1%
0.992	17	0.1%
0.991	20	0.1%

key
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3744708

Minimum	0
Maximum	11
Zeros	3454
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.6116574
Coefficient of variation (CV)	0.67200242
Kurtosis	-1.307069
Mean	5.3744708
Median Absolute Deviation (MAD)	3
Skewness	-0.023909144
Sum	176460
Variance	13.044069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	4010	12.2%
0	3454	10.5%
7	3352	10.2%
9	3027	9.2%
11	2996	9.1%
2	2827	8.6%
5	2680	8.2%
6	2670	8.1%
8	2430	7.4%
10	2273	6.9%
Other values (2)	3114	9.5%

Value	Count	Frequency (%)
0	3454	10.5%
1	4010	12.2%
2	2827	8.6%
3	913	2.8%
4	2201	6.7%
5	2680	8.2%
6	2670	8.1%
7	3352	10.2%
8	2430	7.4%
9	3027	9.2%

Value	Count	Frequency (%)
11	2996	9.1%
10	2273	6.9%
9	3027	9.2%
8	2430	7.4%
7	3352	10.2%
6	2670	8.1%
5	2680	8.2%
4	2201	6.7%
3	913	2.8%
2	2827	8.6%

loudness
Real number (ℝ)

High correlation

Distinct	10222
Distinct (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.7194991

Minimum	-46.448
Maximum	1.275
Zeros	0
Zeros (%)	0.0%
Negative	32827
Negative (%)	> 99.9%
Memory size	256.6 KiB

Quantile statistics

Minimum	-46.448
5-th percentile	-12.4502
Q1	-8.171
median	-6.166
Q3	-4.645
95-th percentile	-2.972
Maximum	1.275
Range	47.723
Interquartile range (IQR)	3.526

Descriptive statistics

Standard deviation	2.9884364
Coefficient of variation (CV)	-0.44474094
Kurtosis	4.4909579
Mean	-6.7194991
Median Absolute Deviation (MAD)	1.703
Skewness	-1.364097
Sum	-220621.32
Variance	8.930752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.443	20	0.1%
-5.608	20	0.1%
-4.973	20	0.1%
-3.782	20	0.1%
-6.4	20	0.1%
-5.576	18	0.1%
-4.576	18	0.1%
-6.406	18	0.1%
-5.041	18	0.1%
-6.554	16	< 0.1%
Other values (10212)	32645	99.4%

Value	Count	Frequency (%)
-46.448	1	< 0.1%
-36.624	1	< 0.1%
-36.509	1	< 0.1%
-35.96	1	< 0.1%
-35.427	1	< 0.1%
-34.283	1	< 0.1%
-29.561	1	< 0.1%
-28.309	1	< 0.1%
-26.279	1	< 0.1%
-26.207	1	< 0.1%

Value	Count	Frequency (%)
1.275	1	< 0.1%
1.135	1	< 0.1%
0.642	1	< 0.1%
0.551	1	< 0.1%
0.326	1	< 0.1%
0.302	1	< 0.1%
-0.046	1	< 0.1%
-0.073	1	< 0.1%
-0.155	1	< 0.1%
-0.158	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

1	18574
0	14259

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32833
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	18574	56.6%
0	14259	43.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	18574	56.6%
0	14259	43.4%

Most occurring characters

Value	Count	Frequency (%)
1	18574	56.6%
0	14259	43.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32833	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	18574	56.6%
0	14259	43.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32833	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	18574	56.6%
0	14259	43.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32833	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	18574	56.6%
0	14259	43.4%

speechiness
Real number (ℝ)

Distinct	1270
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10706807

Minimum	0
Maximum	0.918
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0298
Q1	0.041
median	0.0625
Q3	0.132
95-th percentile	0.3324
Maximum	0.918
Range	0.918
Interquartile range (IQR)	0.091

Descriptive statistics

Standard deviation	0.10131413
Coefficient of variation (CV)	0.94625907
Kurtosis	4.2608346
Mean	0.10706807
Median Absolute Deviation (MAD)	0.0274
Skewness	1.9670285
Sum	3515.3659
Variance	0.010264553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.102	116	0.4%
0.103	98	0.3%
0.109	93	0.3%
0.0354	93	0.3%
0.112	89	0.3%
0.0346	88	0.3%
0.107	88	0.3%
0.123	87	0.3%
0.106	85	0.3%
0.0363	85	0.3%
Other values (1260)	31911	97.2%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0224	2	< 0.1%
0.0225	1	< 0.1%
0.0228	5	< 0.1%
0.023	1	< 0.1%
0.0231	1	< 0.1%
0.0232	4	< 0.1%
0.0233	2	< 0.1%
0.0234	3	< 0.1%
0.0235	6	< 0.1%

Value	Count	Frequency (%)
0.918	1	< 0.1%
0.877	1	< 0.1%
0.869	2	< 0.1%
0.865	1	< 0.1%
0.86	1	< 0.1%
0.856	1	< 0.1%
0.855	1	< 0.1%
0.853	1	< 0.1%
0.817	1	< 0.1%
0.792	1	< 0.1%

acousticness
Real number (ℝ)

Distinct	3731
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17533372

Minimum	0
Maximum	0.994
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0006306
Q1	0.0151
median	0.0804
Q3	0.255
95-th percentile	0.682
Maximum	0.994
Range	0.994
Interquartile range (IQR)	0.2399

Descriptive statistics

Standard deviation	0.21963254
Coefficient of variation (CV)	1.2526543
Kurtosis	1.8784089
Mean	0.17533372
Median Absolute Deviation (MAD)	0.07623
Skewness	1.5947859
Sum	5756.7319
Variance	0.048238453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.102	80	0.2%
0.128	80	0.2%
0.101	78	0.2%
0.114	74	0.2%
0.141	71	0.2%
0.107	70	0.2%
0.125	69	0.2%
0.104	69	0.2%
0.122	68	0.2%
0.11	65	0.2%
Other values (3721)	32109	97.8%

Value	Count	Frequency (%)
0	1	< 0.1%
1.4 × 10^-6	1	< 0.1%
1.44 × 10^-6	1	< 0.1%
1.47 × 10^-6	1	< 0.1%
1.66 × 10^-6	1	< 0.1%
2.16 × 10^-6	1	< 0.1%
2.22 × 10^-6	1	< 0.1%
2.32 × 10^-6	1	< 0.1%
2.43 × 10^-6	1	< 0.1%
2.46 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.994	1	< 0.1%
0.992	1	< 0.1%
0.989	3	< 0.1%
0.986	2	< 0.1%
0.985	2	< 0.1%
0.984	2	< 0.1%
0.983	3	< 0.1%
0.982	1	< 0.1%
0.979	4	< 0.1%
0.978	3	< 0.1%

instrumentalness
Real number (ℝ)

Zeros

Distinct	4729
Distinct (%)	14.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.084747161

Minimum	0
Maximum	0.994
Zeros	12089
Zeros (%)	36.8%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.61 × 10^-5
Q3	0.00483
95-th percentile	0.767
Maximum	0.994
Range	0.994
Interquartile range (IQR)	0.00483

Descriptive statistics

Standard deviation	0.22423012
Coefficient of variation (CV)	2.6458718
Kurtosis	6.2740615
Mean	0.084747161
Median Absolute Deviation (MAD)	1.61 × 10^-5
Skewness	2.7594718
Sum	2782.5035
Variance	0.050279149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12089	36.8%
0.124	30	0.1%
0.00106	30	0.1%
1.16 × 10^-6	26	0.1%
1.21 × 10^-6	26	0.1%
1.17 × 10^-5	23	0.1%
0.00016	23	0.1%
0.000115	22	0.1%
1.85 × 10^-5	22	0.1%
0.0114	22	0.1%
Other values (4719)	20520	62.5%

Value	Count	Frequency (%)
0	12089	36.8%
1 × 10^-6	5	< 0.1%
1.01 × 10^-6	17	0.1%
1.02 × 10^-6	7	< 0.1%
1.03 × 10^-6	14	< 0.1%
1.04 × 10^-6	20	0.1%
1.05 × 10^-6	9	< 0.1%
1.06 × 10^-6	10	< 0.1%
1.07 × 10^-6	13	< 0.1%
1.08 × 10^-6	13	< 0.1%

Value	Count	Frequency (%)
0.994	2	< 0.1%
0.987	1	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	1	< 0.1%
0.979	1	< 0.1%
0.974	2	< 0.1%
0.972	3	< 0.1%
0.971	2	< 0.1%
0.97	1	< 0.1%

liveness
Real number (ℝ)

Distinct	1624
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1901762

Minimum	0
Maximum	0.996
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0559
Q1	0.0927
median	0.127
Q3	0.248
95-th percentile	0.5104
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.1553

Descriptive statistics

Standard deviation	0.15431728
Coefficient of variation (CV)	0.81144372
Kurtosis	5.065937
Mean	0.1901762
Median Absolute Deviation (MAD)	0.0496
Skewness	2.0767204
Sum	6244.055
Variance	0.023813823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	346	1.1%
0.108	310	0.9%
0.11	305	0.9%
0.105	295	0.9%
0.104	294	0.9%
0.109	287	0.9%
0.106	284	0.9%
0.101	275	0.8%
0.112	272	0.8%
0.107	266	0.8%
Other values (1614)	29899	91.1%

Value	Count	Frequency (%)
0	1	< 0.1%
0.00936	1	< 0.1%
0.00946	1	< 0.1%
0.0131	1	< 0.1%
0.015	2	< 0.1%
0.0155	2	< 0.1%
0.0158	1	< 0.1%
0.0163	1	< 0.1%
0.0165	1	< 0.1%
0.0167	1	< 0.1%

Value	Count	Frequency (%)
0.996	1	< 0.1%
0.994	1	< 0.1%
0.992	1	< 0.1%
0.991	2	< 0.1%
0.99	3	< 0.1%
0.988	5	< 0.1%
0.985	3	< 0.1%
0.984	1	< 0.1%
0.983	2	< 0.1%
0.982	1	< 0.1%

valence
Real number (ℝ)

Distinct	1362
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51056097

Minimum	0
Maximum	0.991
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.132
Q1	0.331
median	0.512
Q3	0.693
95-th percentile	0.893
Maximum	0.991
Range	0.991
Interquartile range (IQR)	0.362

Descriptive statistics

Standard deviation	0.23314597
Coefficient of variation (CV)	0.45664668
Kurtosis	-0.90098076
Mean	0.51056097
Median Absolute Deviation (MAD)	0.181
Skewness	-0.0054853502
Sum	16763.248
Variance	0.054357045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	69	0.2%
0.58	68	0.2%
0.389	68	0.2%
0.499	68	0.2%
0.562	68	0.2%
0.43	68	0.2%
0.516	67	0.2%
0.347	66	0.2%
0.392	66	0.2%
0.536	66	0.2%
Other values (1352)	32159	97.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1 × 10^-5	5	< 0.1%
0.0116	1	< 0.1%
0.0122	1	< 0.1%
0.0139	1	< 0.1%
0.0159	1	< 0.1%
0.0223	1	< 0.1%
0.0234	1	< 0.1%
0.0269	1	< 0.1%
0.0276	1	< 0.1%

Value	Count	Frequency (%)
0.991	1	< 0.1%
0.99	1	< 0.1%
0.985	1	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.981	2	< 0.1%
0.98	1	< 0.1%
0.979	3	< 0.1%
0.978	1	< 0.1%
0.977	5	< 0.1%

tempo
Real number (ℝ)

Distinct	17684
Distinct (%)	53.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.88113

Minimum	0
Maximum	239.44
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	0
5-th percentile	81.0682
Q1	99.96
median	121.984
Q3	133.918
95-th percentile	173.95
Maximum	239.44
Range	239.44
Interquartile range (IQR)	33.958

Descriptive statistics

Standard deviation	26.903624
Coefficient of variation (CV)	0.22256264
Kurtosis	0.08326436
Mean	120.88113
Median Absolute Deviation (MAD)	18.045
Skewness	0.52887789
Sum	3968890.2
Variance	723.80499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.992	45	0.1%
127.994	35	0.1%
127.993	33	0.1%
128.007	32	0.1%
127.997	31	0.1%
128.003	31	0.1%
128.001	31	0.1%
128.005	30	0.1%
128.017	29	0.1%
127.991	29	0.1%
Other values (17674)	32507	99.0%

Value	Count	Frequency (%)
0	1	< 0.1%
35.477	1	< 0.1%
37.114	1	< 0.1%
38.985	1	< 0.1%
46.169	1	< 0.1%
48.718	2	< 0.1%
48.981	1	< 0.1%
49.597	1	< 0.1%
50.454	1	< 0.1%
52.017	1	< 0.1%

Value	Count	Frequency (%)
239.44	1	< 0.1%
220.252	1	< 0.1%
219.991	1	< 0.1%
219.961	1	< 0.1%
214.516	1	< 0.1%
214.047	1	< 0.1%
214.017	1	< 0.1%
213.99	1	< 0.1%
212.137	2	< 0.1%
212.058	1	< 0.1%

duration_ms
Real number (ℝ)

Distinct	19785
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	225799.81

Minimum	4000
Maximum	517810
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.6 KiB

Quantile statistics

Minimum	4000
5-th percentile	148394.8
Q1	187819
median	216000
Q3	253585
95-th percentile	337400
Maximum	517810
Range	513810
Interquartile range (IQR)	65766

Descriptive statistics

Standard deviation	59834.006
Coefficient of variation (CV)	0.26498696
Kurtosis	2.6991863
Mean	225799.81
Median Absolute Deviation (MAD)	31867
Skewness	1.1498633
Sum	7.4136852 × 10⁹
Variance	3.5801083 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
192000	37	0.1%
240000	37	0.1%
210000	30	0.1%
180000	26	0.1%
195000	25	0.1%
160000	24	0.1%
225000	23	0.1%
203000	19	0.1%
188000	18	0.1%
168000	18	0.1%
Other values (19775)	32576	99.2%

Value	Count	Frequency (%)
4000	1	< 0.1%
29493	1	< 0.1%
31429	1	< 0.1%
31875	1	< 0.1%
31893	1	< 0.1%
33750	2	< 0.1%
33900	1	< 0.1%
34560	1	< 0.1%
37500	1	< 0.1%
37640	1	< 0.1%

Value	Count	Frequency (%)
517810	1	< 0.1%
517125	2	< 0.1%
516893	1	< 0.1%
516760	1	< 0.1%
515960	1	< 0.1%
515867	2	< 0.1%
515703	1	< 0.1%
515680	1	< 0.1%
513440	1	< 0.1%
513000	1	< 0.1%

release_year
Real number (ℝ)

Missing

Distinct	61
Distinct (%)	0.2%
Missing	1886
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2012.2005

Minimum	1957
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	288.7 KiB

Quantile statistics

Minimum	1957
5-th percentile	1988
Q1	2010
median	2017
Q3	2019
95-th percentile	2019
Maximum	2020
Range	63
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.397763
Coefficient of variation (CV)	0.0051673591
Kurtosis	4.3423172
Mean	2012.2005
Median Absolute Deviation (MAD)	2
Skewness	-2.1311641
Sum	62271570
Variance	108.11347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019	9079	27.7%
2018	3312	10.1%
2017	2426	7.4%
2016	2114	6.4%
2015	1761	5.4%
2014	1505	4.6%
2013	921	2.8%
2020	785	2.4%
2012	737	2.2%
2008	576	1.8%
Other values (51)	7731	23.5%
(Missing)	1886	5.7%

Value	Count	Frequency (%)
1957	1	< 0.1%
1958	1	< 0.1%
1961	1	< 0.1%
1963	4	< 0.1%
1964	8	< 0.1%
1965	10	< 0.1%
1966	14	< 0.1%
1967	30	0.1%
1968	16	< 0.1%
1969	48	0.1%

Value	Count	Frequency (%)
2020	785	2.4%
2019	9079	27.7%
2018	3312	10.1%
2017	2426	7.4%
2016	2114	6.4%
2015	1761	5.4%
2014	1505	4.6%
2013	921	2.8%
2012	737	2.2%
2011	558	1.7%

release_month
Real number (ℝ)

Missing

Distinct	12
Distinct (%)	< 0.1%
Missing	1886
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	6.4538728

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	288.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.7274881
Coefficient of variation (CV)	0.57755835
Kurtosis	-1.3495395
Mean	6.4538728
Median Absolute Deviation (MAD)	3
Skewness	-0.10342503
Sum	199728
Variance	13.894167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	5092	15.5%
11	3359	10.2%
10	3086	9.4%
9	2532	7.7%
12	2444	7.4%
6	2390	7.3%
8	2298	7.0%
5	2213	6.7%
3	2011	6.1%
7	2009	6.1%
Other values (2)	3513	10.7%

Value	Count	Frequency (%)
1	5092	15.5%
2	1613	4.9%
3	2011	6.1%
4	1900	5.8%
5	2213	6.7%
6	2390	7.3%
7	2009	6.1%
8	2298	7.0%
9	2532	7.7%
10	3086	9.4%

Value	Count	Frequency (%)
12	2444	7.4%
11	3359	10.2%
10	3086	9.4%
9	2532	7.7%
8	2298	7.0%
7	2009	6.1%
6	2390	7.3%
5	2213	6.7%
4	1900	5.8%
3	2011	6.1%

Interactions

Correlations

	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	playlist_genre	playlist_subgenre	release_month	release_year	speechiness	tempo	track_popularity	valence
acousticness	1.000	0.104	-0.075	-0.491	-0.214	0.007	-0.058	-0.284	0.030	0.130	0.135	0.029	0.072	0.029	-0.167	0.129	0.089
danceability	0.104	1.000	-0.091	-0.142	-0.056	0.014	-0.138	-0.023	0.061	0.216	0.174	0.035	0.121	0.261	-0.168	0.065	0.331
duration_ms	-0.075	-0.091	1.000	-0.011	0.078	0.013	-0.040	-0.133	0.028	0.142	0.164	-0.110	-0.446	-0.125	-0.016	-0.121	-0.004
energy	-0.491	-0.142	-0.011	1.000	0.115	0.009	0.140	0.656	0.026	0.187	0.177	-0.034	-0.028	0.065	0.177	-0.118	0.123
instrumentalness	-0.214	-0.056	0.078	0.115	1.000	0.012	-0.029	-0.162	0.005	0.141	0.142	0.013	-0.029	-0.199	0.071	-0.193	-0.160
key	0.007	0.014	0.013	0.009	0.012	1.000	0.000	-0.004	0.302	0.062	0.053	0.011	0.003	0.029	-0.016	-0.001	0.018
liveness	-0.058	-0.138	-0.040	0.140	-0.029	0.000	1.000	0.083	0.013	0.052	0.063	-0.006	-0.001	0.057	0.033	-0.030	-0.054
loudness	-0.284	-0.023	-0.133	0.656	-0.162	-0.004	0.083	1.000	0.015	0.124	0.128	0.010	0.155	0.100	0.112	0.065	0.042
mode	0.030	0.061	0.028	0.026	0.005	0.302	0.013	0.015	1.000	0.125	0.150	0.027	0.088	0.066	0.030	0.029	0.000
playlist_genre	0.130	0.216	0.142	0.187	0.141	0.062	0.052	0.124	0.125	1.000	1.000	0.053	0.261	0.202	0.204	0.108	0.127
playlist_subgenre	0.135	0.174	0.164	0.177	0.142	0.053	0.063	0.128	0.150	1.000	1.000	0.072	0.273	0.165	0.178	0.150	0.124
release_month	0.029	0.035	-0.110	-0.034	0.013	0.011	-0.006	0.010	0.027	0.053	0.072	1.000	0.182	0.021	0.012	0.076	-0.059
release_year	0.072	0.121	-0.446	-0.028	-0.029	0.003	-0.001	0.155	0.088	0.261	0.273	0.182	1.000	0.126	0.042	0.181	-0.177
speechiness	0.029	0.261	-0.125	0.065	-0.199	0.029	0.057	0.100	0.066	0.202	0.165	0.021	0.126	1.000	0.026	0.007	0.078
tempo	-0.167	-0.168	-0.016	0.177	0.071	-0.016	0.033	0.112	0.030	0.204	0.178	0.012	0.042	0.026	1.000	-0.022	-0.063
track_popularity	0.129	0.065	-0.121	-0.118	-0.193	-0.001	-0.030	0.065	0.029	0.108	0.150	0.076	0.181	0.007	-0.022	1.000	0.037
valence	0.089	0.331	-0.004	0.123	-0.160	0.018	-0.054	0.042	0.000	0.127	0.124	-0.059	-0.177	0.078	-0.063	0.037	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	track_id	track_name	track_artist	track_popularity	track_album_id	track_album_name	track_album_release_date	playlist_name	playlist_id	playlist_genre	playlist_subgenre	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	release_year	release_month
0	6f807x0ima9a1j3VPbc7VN	i dont care with justin bieber loud luxury remix	ed sheeran	66	2oCs0DGTsRO98Gh5ZSl2Cx	i dont care with justin bieber loud luxury remix	2019-06-14	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.748	0.916	6	-2.634	1	0.0583	0.1020	0.000000	0.0653	0.518	122.036	194754	2019	6
1	0r7CVbZTWZgbTCYdfa2P31	memories dillon francis remix	maroon 5	67	63rPSO264uRjW1X5E6cWv6	memories dillon francis remix	2019-12-13	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.726	0.815	11	-4.969	1	0.0373	0.0724	0.004210	0.3570	0.693	99.972	162600	2019	12
2	1z1Hg7Vb0AhHDiEmnDE79l	all the time don diablo remix	zara larsson	70	1HoSmj2eLcsrR0vE9gThr4	all the time don diablo remix	2019-07-05	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.675	0.931	1	-3.432	0	0.0742	0.0794	0.000023	0.1100	0.613	124.008	176616	2019	7
3	75FpbthrwQmzHlBJLuGdC7	call you mine keanu silva remix	the chainsmokers	60	1nqYsOef1yKKuGOVchbsk6	call you mine the remixes	2019-07-19	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.718	0.930	7	-3.778	1	0.1020	0.0287	0.000009	0.2040	0.277	121.956	169093	2019	7
4	1e8PAfcKUYoKkxPhrHqw4x	someone you loved future humans remix	lewis capaldi	69	7m7vv9wlQ4i0LFuJiE2zsQ	someone you loved future humans remix	2019-03-05	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.650	0.833	1	-4.672	1	0.0359	0.0803	0.000000	0.0833	0.725	123.976	189052	2019	3
5	7fvUMiyapMsRRxr07cU8Ef	beautiful people feat khalid jack wins remix	ed sheeran	67	2yiy9cd2QktrNvWC2EUi0k	beautiful people feat khalid jack wins remix	2019-07-11	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.675	0.919	8	-5.385	1	0.1270	0.0799	0.000000	0.1430	0.585	124.982	163049	2019	7
6	2OAylPUDDfwRGfe0lYqlCQ	never really over r3hab remix	katy perry	62	7INHYSeusaFlyrHSNxm8qH	never really over r3hab remix	2019-07-26	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.449	0.856	5	-4.788	0	0.0623	0.1870	0.000000	0.1760	0.152	112.648	187675	2019	7
7	6b1RNvAcJjQH73eZO4BLAB	post malone feat rani gattso remix	sam feldt	69	6703SRPsLkS4bPtMFFJes1	post malone feat rani gattso remix	2019-08-29	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.542	0.903	4	-2.419	0	0.0434	0.0335	0.000005	0.1110	0.367	127.936	207619	2019	8
8	7bF6tCO3gFb8INrEDcjNT5	tough love tisto remix radio edit	avicii	68	7CvAfGvq4RlIwEbT9o8Iav	tough love tisto remix	2019-06-14	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.594	0.935	8	-3.562	1	0.0565	0.0249	0.000004	0.6370	0.366	127.015	193187	2019	6
9	1IXGILkPm0tOCNeq00kCPa	if i cant have you gryffin remix	shawn mendes	67	4QxzbfSsVryEQwvPFEV5Iu	if i cant have you gryffin remix	2019-06-20	pop remix	37i9dQZF1DXcZDD7cfEKhW	pop	dance pop	0.642	0.818	2	-4.552	1	0.0320	0.0567	0.000000	0.0919	0.590	124.957	253040	2019	6

	track_id	track_name	track_artist	track_popularity	track_album_id	track_album_name	track_album_release_date	playlist_name	playlist_id	playlist_genre	playlist_subgenre	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	release_year	release_month
32823	0coMLoVcagZPGF5zxc5RF8	everybody is in the place radio edit	hardwell	28	1PdMbB6qgSzS9zcT9xP6Kx	everybody is in the place radio edit	2014-04-18	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.609	0.989	2	-3.510	1	0.0867	0.000434	0.219000	0.0715	0.0358	130.046	171697	2014	4
32824	3zKST4nk4QJE77oLjUZ0Ng	hey brother	avicii	20	02h9kO2oLKnLtycgbElKsw	true	2013-01-01	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.545	0.780	7	-4.867	0	0.0436	0.030900	0.000046	0.0828	0.4580	125.014	255093	2013	1
32825	2EpS5TgdngSISM63rhBsnK	booyah radio edit	showtek	47	0Dix8CfvtZEHUyJGnmPnaB	booyah	2013-01-01	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.559	0.916	11	-3.050	1	0.0626	0.045300	0.000013	0.2250	0.1950	128.012	215295	2013	1
32826	1EavLSmwRWtmkKEmlCfFzT	wasted	tisto	47	584m4QL0kmpG69zSpMKvv8	wasted	2014-04-22	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.645	0.832	2	-5.595	1	0.0294	0.001060	0.002640	0.1990	0.3750	112.028	188371	2014	4
32827	0aBDrRTgDCwWbcOnEIp7DJ	many ways radio edit	other	27	59XOfNjuYZB6feC6QUzS3e	many ways	NaT	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.581	0.640	5	-8.367	1	0.0365	0.026600	0.000000	0.5720	0.2880	128.001	196993	<NA>	<NA>
32828	7bxnKAamR3snQ1VGLuVfC1	city of lights official radio edit	lush simon	42	2azRoBBWEEEYhqV6sb7JrT	city of lights vocal mix	2014-04-28	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.428	0.922	2	-1.814	1	0.0936	0.076600	0.000000	0.0668	0.2100	128.170	204375	2014	4
32829	5Aevni09Em4575077nkWHz	closer sultan ned shepard remix	other	20	6kD6KLxj7s8eCE3ABvAyf5	closer remixed	2013-03-08	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.522	0.786	0	-4.462	1	0.0420	0.001710	0.004270	0.3750	0.4000	128.041	353120	2013	3
32830	7ImMqPP3Q1yfUHvsdn7wEo	sweet surrender radio edit	starkillers	14	0ltWNSY9JgxoIZO4VzuCa6	sweet surrender radio edit	2014-04-21	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.529	0.821	6	-4.899	0	0.0481	0.108000	0.000001	0.1500	0.4360	127.989	210112	2014	4
32831	2m69mhnfQ1Oq6lGtXuYhgX	only for you maor levi remix	other	15	1fGrOkHnHJcStl14zNx8Jy	only for you remixes	2014-01-01	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.626	0.888	2	-3.361	1	0.1090	0.007920	0.127000	0.3430	0.3080	128.008	367432	2014	1
32832	29zWqhca3zt5NsckZqDf6c	typhoon original mix	julian calor	27	0X3mUOm6MhxR7PzxG95rAo	typhoonstorm	2014-03-03	edm love 2020	6jI1gFr6ANFtT8MmTvA2Ux	edm	progressive electro house	0.603	0.884	5	-4.571	0	0.0385	0.000133	0.341000	0.7420	0.0894	127.984	337500	2014	3

Overview

Variables

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Most occurring characters

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(unknown)

Most occurring scripts

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(unknown)

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Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

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(unknown)

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(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts